{"id":"W2620332731","doi":"10.1186/s12960-017-0209-0","title":"Nurses who work in rural and remote communities in Canada: a national survey","year":2017,"lang":"en","type":"article","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina; Dalhousie University; Hôpital Maisonneuve-Rosemont; Aurora College; Laurentian University; University of Saskatchewan; Université de Montréal; University of Lethbridge; University of Northern British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Workforce; Nursing; Workforce planning; Medicine; Nurse education; Nursing research; Rural area; Work (physics); Health services research; Public health; Political science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002973777,0.0001916534,0.0005481794,0.0001660564,0.003202001,0.00003653353,0.000466581,0.0001307613,0.00006531948],"category_scores_gemma":[0.0004552499,0.0001915472,0.00002317733,0.0001219112,0.00016531,0.0001069477,0.0001728863,0.0006922568,0.000004459258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002107265,"about_ca_system_score_gemma":0.002287176,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9950206,"about_ca_topic_score_gemma":0.9996125,"domain_scores_codex":[0.9963886,0.001161135,0.0008682695,0.0002080816,0.0003547496,0.001019237],"domain_scores_gemma":[0.9971258,0.00140447,0.000570932,0.0004807931,0.0001545424,0.000263486],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002448196,0.0000184685,0.9640619,0.0004587872,0.000004317935,0.000001768364,0.01422107,0.00001297532,6.189384e-8,0.0007838095,0.01542802,0.004764003],"study_design_scores_gemma":[0.001184005,0.00006864396,0.9228731,0.00261149,0.000001054578,6.022867e-7,0.01430886,0.0002421951,6.348784e-8,0.0009996933,0.05756627,0.0001440214],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897253,0.001145136,0.000001562321,0.003642774,0.0002992868,0.001377861,0.0001737902,0.00002477733,0.003609496],"genre_scores_gemma":[0.9943939,0.0002920025,0.0001769065,0.002835017,0.0001356661,0.00007472633,0.0001030745,0.00003067888,0.001958036],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04213825,"threshold_uncertainty_score":0.9980957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1303501063080877,"score_gpt":0.4653126031845036,"score_spread":0.3349624968764159,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}